
How Sam Leon Uses Claude Cowork to Prep Tax Returns 5x Faster
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Can one accountant really do tax prep five times faster with AI? Blake and David talk with Sam Leon, founder of The Millennial CPA, about how he uses Claude projects to turn client documents into tax workpapers, speed up review, and run a solo firm built around software. They also dig into where AI still falls short, why review remains the bottleneck, and what firms can realistically automate today.
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Chapters
- (00:00) - Autonomous AI Reality Check
- (00:11) - Show Welcome and Interview Tease
- (00:55) - Sponsor Spotlight Digits
- (02:34) - Trump IRS Deal Dismissed
- (05:20) - California Billionaire Tax Fight
- (07:35) - New York Pied a Terre Tax
- (09:29) - Sponsor Spotlight Value Builder System
- (11:18) - Xero CEO Pay and Stock Sale
- (16:39) - Verification Tax and AI Jobs
- (22:06) - Sponsor Spotlight OnPay
- (23:21) - 1948 IBM Accounting Machine Lesson
- (29:56) - Sponsor Spotlight Cloud Accountant Staffing
- (31:07) - Meet Sam Leon Millennial CPA
- (32:01) - Solo Firm Vision
- (33:15) - From Big Firms to Millennial CPA
- (35:42) - Why AI Agents Weren’t Ready
- (37:19) - Automating Tax Prep Workflow
- (40:33) - Smart Intake for Better Scoping
- (43:06) - End to End Return Automation
- (46:04) - AI Workpapers and Review
- (49:38) - Claude Setup and Time Savings
- (58:18) - Tech Spend and Pricing Strategy
- (01:02:52) - Building TaxWeave Platform
- (01:06:21) - Wrap Up and CPE Info
Show Notes
Judge Smacks Down Trump's IRS Settlement And Orders Sanctions
https://www.cnn.com/2026/07/13/politics/trump-irs-judge-ruling-settlement-sanctions
Instead of Uniting the Left, California's Billionaire Tax Measure Has Split Democratic Allies
NYC lawyers slam pied-a-terre tax as a half-baked money grab
A 1948 IBM computer with no memory at all, fed by punchcards, was still doing the accounting at a Texas filtration company as recently as 2020
https://scienceblog.com/t-1948-ibm-402-punchcards-sparkler-filters-accounting-2020/
Time saved by AI partially canceled out by time spent checking AI
Research Suggests Jobs May be Safer at Companies that Embrace AI
AI Is No Longer Just a Tech Occupation Story: It's Spreading Across Job Titles in the US and Europe
https://www.hiringlab.org/2026/07/08/ai-is-no-longer-just-a-tech-occupation-story/
The 2026 Best Accounting Firms for Technology
https://www.accountingtoday.com/list/the-2026-best-accounting-firms-for-technology
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Meet Our Guest, Sam Leon, CPA
LinkedIn: https://www.linkedin.com/in/samuelaaronleon/
Website: https://www.millennialcpa.tax/
Website: https://www.taxweave.ai/
Get in Touch
Thanks for listening and the great reviews! We appreciate you! Follow and tweet @BlakeTOliver and @DavidLeary. Find us on Facebook and Instagram. If you like what you hear, please do us a favor and write a review on Apple Podcasts or Podchaser. Call us and leave a voicemail; maybe we'll play it on the show. DIAL (202) 695-1040.
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- 0:00Autonomous AI Reality Check
- 0:11Show Welcome and Interview Tease
- 0:55Sponsor Spotlight Digits
- 2:34Trump IRS Deal Dismissed
- 5:20California Billionaire Tax Fight
- 7:35New York Pied a Terre Tax
- 9:29Sponsor Spotlight Value Builder System
- 11:18Xero CEO Pay and Stock Sale
- 16:39Verification Tax and AI Jobs
- 22:06Sponsor Spotlight OnPay
- 23:211948 IBM Accounting Machine Lesson
- 29:56Sponsor Spotlight Cloud Accountant Staffing
- 31:07Meet Sam Leon Millennial CPA
- 32:01Solo Firm Vision
- 33:15From Big Firms to Millennial CPA
- 35:42Why AI Agents Weren’t Ready
- 37:19Automating Tax Prep Workflow
- 40:33Smart Intake for Better Scoping
- 43:06End to End Return Automation
- 46:04AI Workpapers and Review
- 49:38Claude Setup and Time Savings
- 58:18Tech Spend and Pricing Strategy
- 1:02:52Building TaxWeave Platform
- 1:06:21Wrap Up and CPE Info